Title
Computing Multiple Image Reconstructions with a Single Hypernetwork Alan Q. Wang Adrian Dalca M. Sabuncu 87 9 0 22 Feb 2022
Prior image-based medical image reconstruction using a style-based generative adversarial network Varun A. Kelkar M. Anastasio GAN MedIm 76 5 0 17 Feb 2022
Mining the manifolds of deep generative models for multiple data-consistent solutions of ill-posed tomographic imaging problems Sayantan Bhadra Umberto Villa M. Anastasio MedIm 82 3 0 10 Feb 2022
Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in Imaging Anastasios Nikolas Angelopoulos Amit Kohli Stephen Bates Michael I. Jordan Jitendra Malik Thayer Alshaabi Srigokul Upadhyayula Yaniv Romano UQCV OOD 86 96 0 10 Feb 2022
Image-to-Image MLP-mixer for Image Reconstruction Youssef Mansour Kang Lin Reinhard Heckel SupR 80 15 0 04 Feb 2022
PARCEL: Physics-based Unsupervised Contrastive Representation Learning for Multi-coil MR Imaging Shanshan Wang Shanshan Wang Cheng Li J. Zou Ziyao Zhang Qiegen Liu Yan Xi Hairong Zheng SSL 48 18 0 03 Feb 2022
Bayesian MRI Reconstruction with Joint Uncertainty Estimation using Diffusion Models Guanxiong Luo Moritz Blumenthal Martin Heide M. Uecker DiffM MedIm 102 72 0 03 Feb 2022
COIN++: Neural Compression Across Modalities Emilien Dupont H. Loya Milad Alizadeh Adam Goliñski Yee Whye Teh Arnaud Doucet 140 90 0 30 Jan 2022
Benchmarking learned non-Cartesian k-space trajectories and reconstruction networks Chaithya G R P. Ciuciu 108 0 0 27 Jan 2022
DSFormer: A Dual-domain Self-supervised Transformer for Accelerated Multi-contrast MRI Reconstruction Bo Zhou Neel Dey Jo Schlemper S. Salehi Chi Liu James S. Duncan M. Sofka MedIm 87 57 0 26 Jan 2022
Transformers in Medical Imaging: A Survey Fahad Shamshad Salman Khan Syed Waqas Zamir Muhammad Haris Khan Munawar Hayat Fahad Shahbaz Khan Huazhu Fu ViT LM&MA MedIm 195 709 0 24 Jan 2022
Accelerated Intravascular Ultrasound Imaging using Deep Reinforcement Learning Tristan S. W. Stevens Nishith Chennakeshava F. D. Bruijn M. Pekar Ruud J. G. van Sloun 46 4 0 24 Jan 2022
Fast MRI Reconstruction: How Powerful Transformers Are? Jiahao Huang Yinzhe Wu Huanjun Wu Guang Yang OOD ViT MedIm 50 21 0 23 Jan 2022
Swin Transformer for Fast MRI Jiahao Huang Yingying Fang Yinzhe Wu Huanjun Wu Zhifan Gao Yang Li Javier Del Ser Jun Xia Guang Yang ViT OOD 83 149 0 10 Jan 2022
Ultrasound Speckle Suppression and Denoising using MRI-derived Normalizing Flow Priors Vincent van de Schaft Ruud J. G. van Sloun OOD MedIm 39 7 0 24 Dec 2021
AI-based Reconstruction for Fast MRI -- A Systematic Review and Meta-analysis Yutong Chen Carola-Bibiane Schönlieb Pietro Lio T. Leiner Pier Luigi Dragotti Ge Wang Daniel Rueckert D. Firmin Guang Yang 184 91 0 23 Dec 2021
Early Stopping for Deep Image Prior Hengkang Wang Taihui Li Zhong Zhuang Tiancong Chen Hengyue Liang Ju Sun 98 64 0 11 Dec 2021
Specificity-Preserving Federated Learning for MR Image Reconstruction Chun-Mei Feng Yu-bao Yan Shanshan Wang Yong Xu Ling Shao Huazhu Fu OOD 131 80 0 09 Dec 2021
One-dimensional Deep Low-rank and Sparse Network for Accelerated MRI Zi Wang Chao Qian D. Guo Hongwei Sun Rushuai Li Bo Zhao X. Qu 99 50 0 09 Dec 2021
Come-Closer-Diffuse-Faster: Accelerating Conditional Diffusion Models for Inverse Problems through Stochastic Contraction Hyungjin Chung Byeongsu Sim Jong Chul Ye MedIm DiffM 126 355 0 09 Dec 2021
Differentiable Gaussianization Layers for Inverse Problems Regularized by Deep Generative Models Dongzhuo Li MedIm 91 2 0 07 Dec 2021
Assessment of Data Consistency through Cascades of Independently Recurrent Inference Machines for fast and robust accelerated MRI reconstruction D. Karkalousos S. Noteboom H. Hulst F. Vos M. Caan OOD AI4CE 67 11 0 30 Nov 2021
Contrastive Learning for Local and Global Learning MRI Reconstruction Qiaosi Yi Jinhao Liu Le Hu Faming Fang Guixu Zhang 49 6 0 30 Nov 2021
Robust Equivariant Imaging: a fully unsupervised framework for learning to image from noisy and partial measurements Dongdong Chen Julián Tachella Mike E. Davies OOD 87 64 0 25 Nov 2021
Recurrent Variational Network: A Deep Learning Inverse Problem Solver applied to the task of Accelerated MRI Reconstruction George Yiasemis Jan-Jakob Sonke C. Sánchez Jonas Teuwen 141 61 0 18 Nov 2021
Single-pass Object-adaptive Data Undersampling and Reconstruction for MRI Zhishen Huang S. Ravishankar MedIm 80 10 0 17 Nov 2021
Solving Inverse Problems in Medical Imaging with Score-Based Generative Models Yang Song Liyue Shen Lei Xing Stefano Ermon DiffM SyDa OffRL MedIm 123 533 0 15 Nov 2021
Alternating Learning Approach for Variational Networks and Undersampling Pattern in Parallel MRI Applications M. Zibetti Florian Knoll R. Regatte 63 18 0 27 Oct 2021
Deep multi-modal aggregation network for MR image reconstruction with auxiliary modality Chun-Mei Feng Huazhu Fu Tianfei Zhou Yong Xu Ling Shao David Zhang 84 9 0 15 Oct 2021
Score-based diffusion models for accelerated MRI Hyungjin Chung Jong Chul Ye DiffM MedIm 148 428 0 08 Oct 2021
Joint optimization of system design and reconstruction in MIMO radar imaging Tomer Weiss Nissim Peretz S. Vedula A. Feuer A. Bronstein 59 3 0 07 Oct 2021
Noise2Recon: Enabling Joint MRI Reconstruction and Denoising with Semi-Supervised and Self-Supervised Learning Arjun D Desai Batu Mehmet Ozturkler Christopher M. Sandino R. Boutin M. Willis S. Vasanawala B. Hargreaves Christopher Ré John M. Pauly Akshay S. Chaudhari 93 3 0 30 Sep 2021
MedPerf: Open Benchmarking Platform for Medical Artificial Intelligence using Federated Evaluation Alexandros Karargyris Renato Umeton Micah J. Sheller Alejandro Aristizabal Johnu George ... Poonam Yadav Michael Rosenthal M. Loda Jason M. Johnson Peter Mattson FedML 120 80 0 29 Sep 2021
End-to-End AI-based MRI Reconstruction and Lesion Detection Pipeline for Evaluation of Deep Learning Image Reconstruction Ruiyang Zhao Yuxin Zhang Burhaneddin Yaman M. Lungren M. Hansen MedIm 55 10 0 23 Sep 2021
An Optimal Control Framework for Joint-channel Parallel MRI Reconstruction without Coil Sensitivities Wanyu Bian Yunmei Chen X. Ye 91 16 0 20 Sep 2021
A review and experimental evaluation of deep learning methods for MRI reconstruction Arghya Pal Yogesh Rathi 3DV 111 47 0 17 Sep 2021
Subtle Data Crimes: Naively training machine learning algorithms could lead to overly-optimistic results Efrat Shimron Jonathan I. Tamir Ke Wang Michael Lustig AI4CE 53 11 0 16 Sep 2021
Exploring Separable Attention for Multi-Contrast MR Image Super-Resolution Chun-Mei Feng Yu-bao Yan Kai-An Yu Yong Xu Ling Shao Huazhu Fu SupR MedIm 72 37 0 03 Sep 2021
High Fidelity Deep Learning-based MRI Reconstruction with Instance-wise Discriminative Feature Matching Loss Ke Wang Jonathan I. Tamir A. D. Goyeneche U. Wollner R. Brada Stella X. Yu Michael Lustig 22 18 0 27 Aug 2021
Deep MRI Reconstruction with Radial Subsampling George Yiasemis Chaoping Zhang C. Sánchez Jan-Jakob Sonke Jonas Teuwen 119 9 0 17 Aug 2021
Multi-Modal MRI Reconstruction Assisted with Spatial Alignment Network Kai Xuan L. Xiang Xiaoqian Huang Lichi Zhang Shu Liao Dinggang Shen Qian Wang 132 33 0 12 Aug 2021
Optimal MRI Undersampling Patterns for Ultimate Benefit of Medical Vision Tasks A. Razumov Oleg Y. Rogov Dmitry V. Dylov 144 9 0 10 Aug 2021
Optimizing full 3D SPARKLING trajectories for high-resolution T2*-weighted Magnetic Resonance Imaging R. ChaithyaG. P. Weiss Guillaume Daval-Frérot Aurélien Massire A. Vignaud P. Ciuciu 39 8 0 06 Aug 2021
Robust Compressed Sensing MRI with Deep Generative Priors A. Jalal Marius Arvinte Giannis Daras Eric Price A. Dimakis Jonathan I. Tamir MedIm 104 339 0 03 Aug 2021
Regularising Inverse Problems with Generative Machine Learning Models Margaret Duff Neill D. F. Campbell Matthias Joachim Ehrhardt GAN MedIm 67 38 0 22 Jul 2021
Data augmentation for deep learning based accelerated MRI reconstruction with limited data Zalan Fabian Reinhard Heckel Mahdi Soltanolkotabi OOD MedIm 66 51 0 28 Jun 2021
Learning stochastic object models from medical imaging measurements by use of advanced ambient generative adversarial networks Weimin Zhou Sayantan Bhadra F. Brooks Hua Li M. Anastasio GAN MedIm 105 17 0 27 Jun 2021
Multi-Modal Transformer for Accelerated MR Imaging Chun-Mei Feng Yu-bao Yan Geng Chen Yong Xu Ling Shao Huazhu Fu MedIm ViT 103 109 0 27 Jun 2021
A Systematic Collection of Medical Image Datasets for Deep Learning Johann Li Guangming Zhu Cong Hua Mingtao Feng Basheer Bennamoun ... Xu Xu Lin Mei Liang Zhang Syed Afaq Ali Shah Bennamoun OOD 109 54 0 24 Jun 2021
Is good old GRAPPA dead? Zaccharie Ramzi A. Vignaud Jean-Luc Starck P. Ciuciu 62 1 0 01 Jun 2021